Agent skill

Memtrace Relationships

by syncable-dev in syncable-dev/memtrace-public

Map source-code relationships between symbols. An agent skill from syncable-dev/memtrace-public.

Custom licenceAuto-check passedDevelopment

Install Memtrace Relationships

skills CLI
$ npx skills add syncable-dev/memtrace-public --skill memtrace-relationships -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install syncable-dev/memtrace-public memtrace-relationships --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-relationships .claude/skills/memtrace-relationships && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
memtrace-relationships
GitHub stars
487
Token cost
~895 tokens
SKILL.md length
288 words
Files
1
Skills in repo
27
Repo updated
First seen
Licence
Custom licence

At a glance

Map source-code relationships between symbols. An agent skill from syncable-dev/memtrace-public.

  • Works in 4 steps: Get the symbol name → Choose your approach → Interpret results → …
  • The user asks about callers
  • SKILL.md covers Overview, Quick Reference, Graph tool parameters and Steps, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Memtrace Relationships is an agent skill from syncable-dev/memtrace-public. Map source-code relationships between symbols. Use when the user asks about callers, callees, references, imports, exports, type usages, class hierarchy, inheritance, implementations, overrides, or dependencies between symbols. Do not use Grep, Glob, rg, find, or manual text search for references; Memtrace traverses typed AST graph edges.

Its SKILL.md is about 900 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development. The repository describes itself as: Structural memory for AI coding agents. Bi-temporal graph, MCP-native, zero LLM calls. Cursor · Claude Code · Codex · DeepSeek Harness · Hermes · VS Code · Windsurf.

When your agent uses it

  • The user asks about callers
  • Class hierarchy
  • Implementations
  • Dependencies between symbols

Example prompts

  • “/memtrace-relationships”

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Get the symbol name
  2. Choose your approach
  3. Interpret results
  4. Follow up

What it can do on your machine

Read from SKILL.md and the folder at commit 3a3084d. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are json).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Memtrace Relationships loads about 895 tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 288 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~91
When it runs · the whole SKILL.md, loaded when a task matches
~895

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 288 words (~895 tokens).

“Traverse the code knowledge graph to map relationships between symbols — callers, callees, class hierarchies, imports, exports, and type usages. Essential for understanding a symbol's neighbourhood before modifying it.”

— opening of SKILL.md by syncable-dev, Custom licence
name
memtrace-relationships

Read the full SKILL.md on GitHub

Files

Just SKILL.md in plugins/memtrace-skills/skills/memtrace-relationships of syncable-dev/memtrace-public.

Open the folder on GitHubat commit 3a3084d

Compare with similar skills

Memtrace Relationships next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Memtrace Relationships compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Memtrace Relationships this skillsyncable-dev/memtrace-public487—~895Automated safety check: PassCustom licence
Vercel Composition Patternssupabase/supabase111k59 repos~726Automated safety check: PassMIT
Finishing a Development Branchobra/superpowers296k5 repos~1.9kAutomated safety check: PassMIT
Typescript Advanced Typesrolling-scopes/rsschool-app10k25 repos~4.2kAutomated safety check: PassMPL-2.0
PR Babysitteropeninterpreter/openinterpreter69k3 repos~4.2kAutomated safety check: PassApache-2.0
Code Review ChecklistshareAI-lab/learn-claude-code78k5 repos~1.1kAutomated safety check: PassMIT

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More from syncable-dev/memtrace-public

All 27 skills in this repo
  • Memtrace Change Impact Analysis

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  • Memtrace Code Review

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    Review GitHub pull requests with Memtrace's local graph-backed review engine.

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  • Memtrace Codebase Exploration

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    487 GitHub stars~1.3k tokensUpdated today
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  • Memtrace Continuous Memory

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    Keep the Memtrace index fresh while editing by watching a repo for live, incremental re-indexing.

    487 GitHub stars~645 tokensUpdated today
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  • Memtrace Decision Memory

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    Use Cortex decision memory through the normal Memtrace MCP tools.

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Categories

Questions about Memtrace Relationships

What does Memtrace Relationships do?

Map source-code relationships between symbols. An agent skill from syncable-dev/memtrace-public. Memtrace Relationships is an agent skill from syncable-dev/memtrace-public. Map source-code relationships between symbols.

When should I use Memtrace Relationships?

Memtrace Relationships fits situations like: the user asks about callers; class hierarchy; implementations; dependencies between symbols.

How do I install Memtrace Relationships in Claude Code?

Run `npx skills add syncable-dev/memtrace-public --skill memtrace-relationships -a claude-code`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-relationships in syncable-dev/memtrace-public) into .claude/skills/memtrace-relationships in your project. Claude Code loads it when a task matches its description.

How do I install Memtrace Relationships in Codex?

Run `npx skills add syncable-dev/memtrace-public --skill memtrace-relationships -a codex`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-relationships in syncable-dev/memtrace-public) into .agents/skills/memtrace-relationships in your project. Codex loads it when a task matches its description.

Can I use Memtrace Relationships in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add syncable-dev/memtrace-public --skill memtrace-relationships -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memtrace-relationships, .gemini/skills/memtrace-relationships, .github/skills/memtrace-relationships and .opencode/skills/memtrace-relationships in your project.

What does Memtrace Relationships need to run?

SKILL.md names no scripts, command-line tools or credentials: Memtrace Relationships is instructions for the agent only.

Does Memtrace Relationships access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Memtrace Relationships safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Memtrace Relationships use?

Memtrace Relationships has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Memtrace Relationships use?

About 895 tokens (SKILL.md is roughly 3.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Memtrace Relationships?

Skills that share tags, products or a category with Memtrace Relationships: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Memtrace Relationships?

syncable-dev (a GitHub organization) maintains it in syncable-dev/memtrace-public, which has 487 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 8, 2026.

Source: syncable-dev/memtrace-public on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.